Matches in SemOpenAlex for { <https://semopenalex.org/work/W3162851433> ?p ?o ?g. }
Showing items 1 to 75 of
75
with 100 items per page.
- W3162851433 abstract "Sepsis is a condition caused by the body’s response to an infection that affects an estimated 49 million people globally. It is one of the leading contributors to hospital mortality. Risk-prediction models for sepsis onset are currently used in hospitals to assist with clinical decision-making. Recently, the use of natural language processing (NLP) on clinical notes has aided in improving patient outcome predictions and identifying patient diagnosis.The aim of this study is to improve the prediction of sepsis onset by combining clinical notes to the structured data components of the electronic health records (EHR) data. The proposed model is trained on the MIMIC-III dataset and explores the use of time-series physiological data with clinical note embeddings. To assess the effect of the input features we evaluated logistic regression, multinomial Naive Bayes, and XGBoost models on the following three configurations: physiological measures, clinical note embeddings, and the combination of physiological and note features. We compared three methods of clinical notes representations: one-hot encoded pointwise mutual information (PMI) vectors, term-frequency inverse-document frequency weighted PMI vectors, and pre-trained note embeddings. Furthermore, we assessed the effect of using different prediction time and look back intervals of time-series physiological data with clinical note embeddings." @default.
- W3162851433 created "2021-05-24" @default.
- W3162851433 creator A5083167032 @default.
- W3162851433 date "2020-01-01" @default.
- W3162851433 modified "2023-09-27" @default.
- W3162851433 title "Incorporating clinical notes in an early sepsis prediction model to improve performance" @default.
- W3162851433 hasPublicationYear "2020" @default.
- W3162851433 type Work @default.
- W3162851433 sameAs 3162851433 @default.
- W3162851433 citedByCount "0" @default.
- W3162851433 crossrefType "dissertation" @default.
- W3162851433 hasAuthorship W3162851433A5083167032 @default.
- W3162851433 hasConcept C117568660 @default.
- W3162851433 hasConcept C119857082 @default.
- W3162851433 hasConcept C12267149 @default.
- W3162851433 hasConcept C124101348 @default.
- W3162851433 hasConcept C126322002 @default.
- W3162851433 hasConcept C134306372 @default.
- W3162851433 hasConcept C151956035 @default.
- W3162851433 hasConcept C154945302 @default.
- W3162851433 hasConcept C160735492 @default.
- W3162851433 hasConcept C162324750 @default.
- W3162851433 hasConcept C2777984123 @default.
- W3162851433 hasConcept C2778384902 @default.
- W3162851433 hasConcept C3019952477 @default.
- W3162851433 hasConcept C33923547 @default.
- W3162851433 hasConcept C41008148 @default.
- W3162851433 hasConcept C50522688 @default.
- W3162851433 hasConcept C52001869 @default.
- W3162851433 hasConcept C71924100 @default.
- W3162851433 hasConceptScore W3162851433C117568660 @default.
- W3162851433 hasConceptScore W3162851433C119857082 @default.
- W3162851433 hasConceptScore W3162851433C12267149 @default.
- W3162851433 hasConceptScore W3162851433C124101348 @default.
- W3162851433 hasConceptScore W3162851433C126322002 @default.
- W3162851433 hasConceptScore W3162851433C134306372 @default.
- W3162851433 hasConceptScore W3162851433C151956035 @default.
- W3162851433 hasConceptScore W3162851433C154945302 @default.
- W3162851433 hasConceptScore W3162851433C160735492 @default.
- W3162851433 hasConceptScore W3162851433C162324750 @default.
- W3162851433 hasConceptScore W3162851433C2777984123 @default.
- W3162851433 hasConceptScore W3162851433C2778384902 @default.
- W3162851433 hasConceptScore W3162851433C3019952477 @default.
- W3162851433 hasConceptScore W3162851433C33923547 @default.
- W3162851433 hasConceptScore W3162851433C41008148 @default.
- W3162851433 hasConceptScore W3162851433C50522688 @default.
- W3162851433 hasConceptScore W3162851433C52001869 @default.
- W3162851433 hasConceptScore W3162851433C71924100 @default.
- W3162851433 hasLocation W31628514331 @default.
- W3162851433 hasOpenAccess W3162851433 @default.
- W3162851433 hasPrimaryLocation W31628514331 @default.
- W3162851433 hasRelatedWork W121474560 @default.
- W3162851433 hasRelatedWork W2116261371 @default.
- W3162851433 hasRelatedWork W2238276407 @default.
- W3162851433 hasRelatedWork W2469019492 @default.
- W3162851433 hasRelatedWork W2785781898 @default.
- W3162851433 hasRelatedWork W2951501478 @default.
- W3162851433 hasRelatedWork W2986822944 @default.
- W3162851433 hasRelatedWork W2999651951 @default.
- W3162851433 hasRelatedWork W3007211628 @default.
- W3162851433 hasRelatedWork W3008421095 @default.
- W3162851433 hasRelatedWork W3013483340 @default.
- W3162851433 hasRelatedWork W3036955987 @default.
- W3162851433 hasRelatedWork W3047933231 @default.
- W3162851433 hasRelatedWork W3082149130 @default.
- W3162851433 hasRelatedWork W3088242884 @default.
- W3162851433 hasRelatedWork W3104711084 @default.
- W3162851433 hasRelatedWork W3127747328 @default.
- W3162851433 hasRelatedWork W3128825412 @default.
- W3162851433 hasRelatedWork W3133820615 @default.
- W3162851433 hasRelatedWork W3167342917 @default.
- W3162851433 isParatext "false" @default.
- W3162851433 isRetracted "false" @default.
- W3162851433 magId "3162851433" @default.
- W3162851433 workType "dissertation" @default.